Event-triggered and distributed model predictive control for guaranteed collision avoidance in UAV swarms

被引:10
|
作者
Graefe, Alexander [1 ]
Eickhoff, Joram [1 ]
Trimpe, Sebastian [1 ]
机构
[1] Rhein Westfal TH Aachen, Inst Mech Engn DSME, D-52068 Aachen, Germany
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 13期
关键词
Distributed constrained control and MPC; Event-triggered and self-triggered control; Multi-agent systems;
D O I
10.1016/j.ifacol.2022.07.239
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Distributed model predictive control (DMPC) is often used to tackle path planning for unmanned aerial vehicle (UAV) swarms. However, it requires considerable computations on-board the UAV, leading to increased weight and power consumption. In this work, we propose to offload path planning computations to multiple ground-based computation units. As simultaneously communicating and recomputing all trajectories is not feasible for a large swarm with tight timing requirements, we develop a novel event-triggered DMPC that selects a subset of most relevant UAV trajectories to be replanned. The resulting architecture reduces UAV weight and power consumption, while the active redundancy provides robustness against computation unit failures. Moreover, the DMPC guarantees feasible and collision-free trajectories for UAVs with linear dynamics. In simulations, we demonstrate that our method can reliably plan trajectories, while saving 60 % of network traffic and required computational power. Hardwarein-the-loop experiments show that it is suitable to control real quadcopter swarms. Copyright (C) 2022 The Authors.
引用
收藏
页码:79 / 84
页数:6
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